Sorry, it has been a while since I have been able to check back in. I have opened and closed the App numerous times and I have restarted the Surface at least once. Still, those pictures show-up.
However, I just now went into Explorer, searched for ".jpg" files and found the pictures I took. I also found what appears to be every single picture that has ever crossed the screen of the Surface. For instance, visit a web page for sports scores, click on the Chicago Bears (maybe showing Cutler dropping back) and that "image" is saved. I've never noticed that on my regular Windows computers and I am curious if these ever are deleted. It seems to be that it could take loads of space after only a few weeks/months depending on use.
By the way, these images were in a file location that I could not normally access. The files were in a "Read Only" folder under "Users". I've changed it from "Read Only" and am still doing some research but looking to find out what kind of Directory those files are in and whether there is some kind of "temporary" feature to it which would have them deleted after "X" amount of time
Thanks to all for your comments.